Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	736320
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	181.2 MiB
Average record size in memory	258.0 B

Variable types

DateTime	1
Numeric	21
Categorical	1

Alerts

`snowfall` has constant value "0.0"	Constant
`cloud_cover` is highly overall correlated with `cloud_cover_high` and 6 other fields	High correlation
`cloud_cover_high` is highly overall correlated with `cloud_cover` and 1 other fields	High correlation
`cloud_cover_low` is highly overall correlated with `cloud_cover` and 1 other fields	High correlation
`cloud_cover_mid` is highly overall correlated with `cloud_cover` and 1 other fields	High correlation
`dew_point_2m` is highly overall correlated with `soil_moisture_0_to_7cm`	High correlation
`et0_fao_evapotranspiration` is highly overall correlated with `relative_humidity_2m` and 4 other fields	High correlation
`precipitation` is highly overall correlated with `cloud_cover` and 2 other fields	High correlation
`pressure_msl` is highly overall correlated with `surface_pressure`	High correlation
`rain` is highly overall correlated with `cloud_cover` and 2 other fields	High correlation
`relative_humidity_2m` is highly overall correlated with `et0_fao_evapotranspiration` and 5 other fields	High correlation
`soil_moisture_0_to_7cm` is highly overall correlated with `cloud_cover` and 3 other fields	High correlation
`soil_temperature_0_to_7cm` is highly overall correlated with `et0_fao_evapotranspiration` and 4 other fields	High correlation
`surface_pressure` is highly overall correlated with `pressure_msl`	High correlation
`temperature_2m` is highly overall correlated with `et0_fao_evapotranspiration` and 4 other fields	High correlation
`vapour_pressure_deficit` is highly overall correlated with `et0_fao_evapotranspiration` and 4 other fields	High correlation
`weather_code` is highly overall correlated with `cloud_cover` and 6 other fields	High correlation
`wind_direction_100m` is highly overall correlated with `wind_direction_10m`	High correlation
`wind_direction_10m` is highly overall correlated with `wind_direction_100m`	High correlation
`wind_gusts_10m` is highly overall correlated with `et0_fao_evapotranspiration` and 6 other fields	High correlation
`wind_speed_100m` is highly overall correlated with `wind_gusts_10m` and 1 other fields	High correlation
`wind_speed_10m` is highly overall correlated with `wind_gusts_10m` and 1 other fields	High correlation
`date` has unique values	Unique
`precipitation` has 534941 (72.7%) zeros	Zeros
`rain` has 534941 (72.7%) zeros	Zeros
`weather_code` has 137015 (18.6%) zeros	Zeros
`cloud_cover` has 13566 (1.8%) zeros	Zeros
`cloud_cover_low` has 117187 (15.9%) zeros	Zeros
`cloud_cover_mid` has 100338 (13.6%) zeros	Zeros
`cloud_cover_high` has 112767 (15.3%) zeros	Zeros
`et0_fao_evapotranspiration` has 210318 (28.6%) zeros	Zeros

Reproduction

Analysis started	2024-10-24 14:08:00.003761
Analysis finished	2024-10-24 14:10:41.880246
Duration	2 minutes and 41.88 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

date
Date

Unique

Distinct	736320
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	5.6 MiB

Minimum	1940-10-24 00:00:00+00:00
Maximum	2024-10-22 23:00:00+00:00

Histogram with fixed size bins (bins=50)

temperature_2m
Real number (ℝ)

High correlation

Distinct	1239
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.7835

Minimum	14.674
Maximum	39.161
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	14.674
5-th percentile	22.824001
Q1	24.624
median	26.174002
Q3	28.774
95-th percentile	32.224
Maximum	39.161
Range	24.487
Interquartile range (IQR)	4.15

Descriptive statistics

Standard deviation	2.9586692
Coefficient of variation (CV)	0.11046612
Kurtosis	-0.045267
Mean	26.7835
Median Absolute Deviation (MAD)	1.900002
Skewness	0.53903933
Sum	19721227
Variance	8.7537236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.874	5451	0.7%
24.824001	5415	0.7%
24.974	5405	0.7%
24.724	5357	0.7%
24.774	5340	0.7%
24.674002	5320	0.7%
25.024	5268	0.7%
24.574001	5257	0.7%
24.924002	5227	0.7%
24.624	5225	0.7%
Other values (1229)	683055	92.8%

Value	Count	Frequency (%)
14.674	1	< 0.1%
14.724	1	< 0.1%
15.024	1	< 0.1%
15.374	1	< 0.1%
15.424	1	< 0.1%
15.574	2	< 0.1%
15.624	3	< 0.1%
15.724	1	< 0.1%
15.824	1	< 0.1%
15.874	1	< 0.1%

Value	Count	Frequency (%)
39.161	1	< 0.1%
39.111	1	< 0.1%
39.060997	1	< 0.1%
38.760998	1	< 0.1%
38.724	1	< 0.1%
38.674	1	< 0.1%
38.624	2	< 0.1%
38.611	1	< 0.1%
38.461	1	< 0.1%
38.411	2	< 0.1%

relative_humidity_2m
Real number (ℝ)

High correlation

Distinct	110425
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.208955

Minimum	19.032005
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	19.032005
5-th percentile	47.016525
Q1	69.947815
median	82.81253
Q3	92.21061
95-th percentile	97.29423
Maximum	100
Range	80.967995
Interquartile range (IQR)	22.262795

Descriptive statistics

Standard deviation	15.549059
Coefficient of variation (CV)	0.19630431
Kurtosis	0.066119828
Mean	79.208955
Median Absolute Deviation (MAD)	10.50578
Skewness	-0.89037881
Sum	58323138
Variance	241.77325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95.02038	257	< 0.1%
96.16928	253	< 0.1%
95.59956	253	< 0.1%
96.458015	245	< 0.1%
95.88605	242	< 0.1%
94.46319	239	< 0.1%
95.59633	238	< 0.1%
95.87849	237	< 0.1%
95.30545	237	< 0.1%
94.17725	236	< 0.1%
Other values (110415)	733883	99.7%

Value	Count	Frequency (%)
19.032005	1	< 0.1%
20.063433	1	< 0.1%
20.313627	1	< 0.1%
20.67836	1	< 0.1%
21.044807	1	< 0.1%
21.387611	1	< 0.1%
21.6627	1	< 0.1%
21.692919	1	< 0.1%
21.870594	1	< 0.1%
22.011652	1	< 0.1%

Value	Count	Frequency (%)
100	155	< 0.1%
99.704735	1	< 0.1%
99.70427	1	< 0.1%
99.703636	1	< 0.1%
99.70318	1	< 0.1%
99.70284	1	< 0.1%
99.70253	2	< 0.1%
99.70234	1	< 0.1%
99.702286	1	< 0.1%
99.70222	2	< 0.1%

dew_point_2m
Real number (ℝ)

High correlation

Distinct	1045
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.48374

Minimum	7.324
Maximum	27.874
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	7.324
5-th percentile	17.824001
Q1	21.424002
median	23.274
Q3	23.974
95-th percentile	24.874
Maximum	27.874
Range	20.55
Interquartile range (IQR)	2.549998

Descriptive statistics

Standard deviation	2.2501389
Coefficient of variation (CV)	0.10007849
Kurtosis	1.910399
Mean	22.48374
Median Absolute Deviation (MAD)	0.95
Skewness	-1.3952408
Sum	16555228
Variance	5.063125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.724	11553	1.6%
23.774	11464	1.6%
23.674002	11463	1.6%
23.824001	11346	1.5%
23.624	11245	1.5%
23.874	11175	1.5%
23.574001	10999	1.5%
23.524	10932	1.5%
23.924002	10896	1.5%
23.974	10612	1.4%
Other values (1035)	624635	84.8%

Value	Count	Frequency (%)
7.324	1	< 0.1%
7.374	1	< 0.1%
7.874	1	< 0.1%
8.224	1	< 0.1%
8.374	1	< 0.1%
8.674	1	< 0.1%
8.6825	1	< 0.1%
8.774	1	< 0.1%
8.874	1	< 0.1%
9.074	1	< 0.1%

Value	Count	Frequency (%)
27.874	1	< 0.1%
27.7825	1	< 0.1%
27.582499	2	< 0.1%
27.524	1	< 0.1%
27.4825	1	< 0.1%
27.432499	1	< 0.1%
27.374	1	< 0.1%
27.361	1	< 0.1%
27.324001	1	< 0.1%
27.2825	2	< 0.1%

precipitation
Real number (ℝ)

High correlation Zeros

Distinct	167
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20765333

Minimum	0
Maximum	22.3
Zeros	534941
Zeros (%)	72.7%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1
95-th percentile	1.2
Maximum	22.3
Range	22.3
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.73130846
Coefficient of variation (CV)	3.5217757
Kurtosis	68.545576
Mean	0.20765333
Median Absolute Deviation (MAD)	0
Skewness	6.8639665
Sum	152899.3
Variance	0.53481206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	534941	72.7%
0.1	63693	8.7%
0.2	35134	4.8%
0.3	17470	2.4%
0.4	11167	1.5%
0.5	8385	1.1%
0.6	6677	0.9%
0.7	5620	0.8%
0.8	4804	0.7%
0.9	4196	0.6%
Other values (157)	44233	6.0%

Value	Count	Frequency (%)
0	534941	72.7%
0.1	63693	8.7%
0.2	35134	4.8%
0.3	17470	2.4%
0.4	11167	1.5%
0.5	8385	1.1%
0.6	6677	0.9%
0.7	5620	0.8%
0.8	4804	0.7%
0.9	4196	0.6%

Value	Count	Frequency (%)
22.3	1	< 0.1%
22.1	1	< 0.1%
21.4	1	< 0.1%
20.4	1	< 0.1%
20.1	1	< 0.1%
19.5	1	< 0.1%
19.3	1	< 0.1%
18.1	1	< 0.1%
17.4	2	< 0.1%
17.1	1	< 0.1%

rain
Real number (ℝ)

High correlation Zeros

Distinct	167
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20765333

Minimum	0
Maximum	22.3
Zeros	534941
Zeros (%)	72.7%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1
95-th percentile	1.2
Maximum	22.3
Range	22.3
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.73130846
Coefficient of variation (CV)	3.5217757
Kurtosis	68.545576
Mean	0.20765333
Median Absolute Deviation (MAD)	0
Skewness	6.8639665
Sum	152899.3
Variance	0.53481206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	534941	72.7%
0.1	63693	8.7%
0.2	35134	4.8%
0.3	17470	2.4%
0.4	11167	1.5%
0.5	8385	1.1%
0.6	6677	0.9%
0.7	5620	0.8%
0.8	4804	0.7%
0.9	4196	0.6%
Other values (157)	44233	6.0%

Value	Count	Frequency (%)
0	534941	72.7%
0.1	63693	8.7%
0.2	35134	4.8%
0.3	17470	2.4%
0.4	11167	1.5%
0.5	8385	1.1%
0.6	6677	0.9%
0.7	5620	0.8%
0.8	4804	0.7%
0.9	4196	0.6%

Value	Count	Frequency (%)
22.3	1	< 0.1%
22.1	1	< 0.1%
21.4	1	< 0.1%
20.4	1	< 0.1%
20.1	1	< 0.1%
19.5	1	< 0.1%
19.3	1	< 0.1%
18.1	1	< 0.1%
17.4	2	< 0.1%
17.1	1	< 0.1%

snowfall
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.1 MiB

0.0	736320

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2208960
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	736320	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	736320	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	1472640	66.7%
.	736320	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2208960	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1472640	66.7%
.	736320	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2208960	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1472640	66.7%
.	736320	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2208960	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1472640	66.7%
.	736320	33.3%

weather_code
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.387978

Minimum	0
Maximum	65
Zeros	137015
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	51
95-th percentile	55
Maximum	65
Range	65
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	23.412634
Coefficient of variation (CV)	1.5214886
Kurtosis	-0.85614565
Mean	15.387978
Median Absolute Deviation (MAD)	1
Skewness	1.0429218
Sum	11330476
Variance	548.15142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	255650	34.7%
0	137015	18.6%
51	127464	17.3%
2	99489	13.5%
3	42787	5.8%
53	29682	4.0%
61	18901	2.6%
63	14782	2.0%
55	9630	1.3%
65	920	0.1%

Value	Count	Frequency (%)
0	137015	18.6%
1	255650	34.7%
2	99489	13.5%
3	42787	5.8%
51	127464	17.3%
53	29682	4.0%
55	9630	1.3%
61	18901	2.6%
63	14782	2.0%
65	920	0.1%

Value	Count	Frequency (%)
65	920	0.1%
63	14782	2.0%
61	18901	2.6%
55	9630	1.3%
53	29682	4.0%
51	127464	17.3%
3	42787	5.8%
2	99489	13.5%
1	255650	34.7%
0	137015	18.6%

pressure_msl
Real number (ℝ)

High correlation

Distinct	207
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1009.5098

Minimum	999.4
Maximum	1020.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	999.4
5-th percentile	1005.6
Q1	1007.8
median	1009.4
Q3	1011.1
95-th percentile	1013.6
Maximum	1020.7
Range	21.3
Interquartile range (IQR)	3.3

Descriptive statistics

Standard deviation	2.4180257
Coefficient of variation (CV)	0.0023952475
Kurtosis	-0.085172072
Mean	1009.5098
Median Absolute Deviation (MAD)	1.6
Skewness	0.14134895
Sum	7.4332223 × 10⁸
Variance	5.8468485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1009.4	12316	1.7%
1009.5	12167	1.7%
1008.9	12157	1.7%
1009.3	12082	1.6%
1009.1	12006	1.6%
1009.2	11985	1.6%
1008.7	11949	1.6%
1009.8	11919	1.6%
1009.6	11879	1.6%
1009.7	11858	1.6%
Other values (197)	616002	83.7%

Value	Count	Frequency (%)
999.4	1	< 0.1%
999.6	1	< 0.1%
999.8	1	< 0.1%
999.9	1	< 0.1%
1000	1	< 0.1%
1000.1	1	< 0.1%
1000.2	3	< 0.1%
1000.3	5	< 0.1%
1000.4	2	< 0.1%
1000.5	3	< 0.1%

Value	Count	Frequency (%)
1020.7	1	< 0.1%
1020.5	1	< 0.1%
1020.4	3	< 0.1%
1020.2	1	< 0.1%
1020.1	1	< 0.1%
1019.9	1	< 0.1%
1019.8	1	< 0.1%
1019.6	3	< 0.1%
1019.5	2	< 0.1%
1019.4	1	< 0.1%

surface_pressure
Real number (ℝ)

High correlation

Distinct	17092
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1008.8201

Minimum	998.7206
Maximum	1019.9971
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	998.7206
5-th percentile	1004.9244
Q1	1007.1191
median	1008.7198
Q3	1010.4119
95-th percentile	1012.9061
Maximum	1019.9971
Range	21.2765
Interquartile range (IQR)	3.29273

Descriptive statistics

Standard deviation	2.4148768
Coefficient of variation (CV)	0.0023937636
Kurtosis	-0.084657241
Mean	1008.8201
Median Absolute Deviation (MAD)	1.6135
Skewness	0.14142969
Sum	7.428144 × 10⁸
Variance	5.8316299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1008.0069	390	0.1%
1008.3067	379	0.1%
1009.2065	368	< 0.1%
1008.407	367	< 0.1%
1008.7055	365	< 0.1%
1007.9073	364	< 0.1%
1008.40564	362	< 0.1%
1008.6059	362	< 0.1%
1008.406	361	< 0.1%
1008.9066	360	< 0.1%
Other values (17082)	732642	99.5%

Value	Count	Frequency (%)
998.7206	1	< 0.1%
998.92194	1	< 0.1%
999.1193	1	< 0.1%
999.22107	1	< 0.1%
999.31824	1	< 0.1%
999.4222	1	< 0.1%
999.51654	1	< 0.1%
999.52026	1	< 0.1%
999.5206	1	< 0.1%
999.6152	1	< 0.1%

Value	Count	Frequency (%)
1019.9971	1	< 0.1%
1019.8029	1	< 0.1%
1019.70105	1	< 0.1%
1019.69946	1	< 0.1%
1019.6932	1	< 0.1%
1019.5035	1	< 0.1%
1019.4067	1	< 0.1%
1019.1992	1	< 0.1%
1019.0954	1	< 0.1%
1018.9051	1	< 0.1%

cloud_cover
Real number (ℝ)

High correlation Zeros

Distinct	984
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.293344

Minimum	0
Maximum	100
Zeros	13566
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	3.3000002
Q1	26.1
median	42.6
Q3	65.100006
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	39.000006

Descriptive statistics

Standard deviation	28.14409
Coefficient of variation (CV)	0.60795111
Kurtosis	-0.75642527
Mean	46.293344
Median Absolute Deviation (MAD)	19.2
Skewness	0.35090152
Sum	34086715
Variance	792.08979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	51334	7.0%
0	13566	1.8%
30.000002	5014	0.7%
29.7	3732	0.5%
33	3491	0.5%
32.4	3435	0.5%
34.5	3405	0.5%
35.4	3323	0.5%
36	3309	0.4%
34.2	3288	0.4%
Other values (974)	642423	87.2%

Value	Count	Frequency (%)
0	13566	1.8%
0.3	738	0.1%
0.6	3223	0.4%
0.9	2494	0.3%
0.90000004	592	0.1%
1.2	2312	0.3%
1.5	1558	0.2%
1.8	1654	0.2%
1.8000001	1668	0.2%
2.1	870	0.1%

Value	Count	Frequency (%)
100	51334	7.0%
99.90001	27	< 0.1%
99.9	435	0.1%
99.899994	152	< 0.1%
99.600006	218	< 0.1%
99.6	334	< 0.1%
99.59999	38	< 0.1%
99.3	468	0.1%
99.299995	147	< 0.1%
99.00001	25	< 0.1%

cloud_cover_low
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.609892

Minimum	0
Maximum	100
Zeros	117187
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	25
95-th percentile	71
Maximum	100
Range	100
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.433096
Coefficient of variation (CV)	1.2054393
Kurtosis	2.8952801
Mean	18.609892
Median Absolute Deviation (MAD)	10
Skewness	1.7838291
Sum	13702836
Variance	503.2438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	117187	15.9%
1	40788	5.5%
2	31485	4.3%
3	26581	3.6%
4	24952	3.4%
5	23004	3.1%
6	21226	2.9%
7	20986	2.9%
8	19453	2.6%
9	18637	2.5%
Other values (91)	392021	53.2%

Value	Count	Frequency (%)
0	117187	15.9%
1	40788	5.5%
2	31485	4.3%
3	26581	3.6%
4	24952	3.4%
5	23004	3.1%
6	21226	2.9%
7	20986	2.9%
8	19453	2.6%
9	18637	2.5%

Value	Count	Frequency (%)
100	6986	0.9%
99	1530	0.2%
98	1212	0.2%
97	1008	0.1%
96	979	0.1%
95	761	0.1%
94	826	0.1%
93	865	0.1%
92	800	0.1%
91	864	0.1%

cloud_cover_mid
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.636797

Minimum	0
Maximum	100
Zeros	100338
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	14
Q3	30
95-th percentile	81
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	24.269016
Coefficient of variation (CV)	1.1216547
Kurtosis	1.9160995
Mean	21.636797
Median Absolute Deviation (MAD)	12
Skewness	1.5677956
Sum	15931606
Variance	588.98512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	100338	13.6%
1	33457	4.5%
2	26967	3.7%
3	23183	3.1%
4	22689	3.1%
5	20714	2.8%
6	19475	2.6%
7	19026	2.6%
8	17847	2.4%
9	17028	2.3%
Other values (91)	435596	59.2%

Value	Count	Frequency (%)
0	100338	13.6%
1	33457	4.5%
2	26967	3.7%
3	23183	3.1%
4	22689	3.1%
5	20714	2.8%
6	19475	2.6%
7	19026	2.6%
8	17847	2.4%
9	17028	2.3%

Value	Count	Frequency (%)
100	6518	0.9%
99	3095	0.4%
98	2447	0.3%
97	1979	0.3%
96	1787	0.2%
95	1649	0.2%
94	1615	0.2%
93	1539	0.2%
92	1471	0.2%
91	1414	0.2%

cloud_cover_high
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.17481

Minimum	0
Maximum	100
Zeros	112767
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	79
Q3	98
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	40.078765
Coefficient of variation (CV)	0.66603891
Kurtosis	-1.4895554
Mean	60.17481
Median Absolute Deviation (MAD)	21
Skewness	-0.4646224
Sum	44307916
Variance	1606.3074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	117952	16.0%
0	112767	15.3%
99	42477	5.8%
98	32791	4.5%
97	22448	3.0%
96	18021	2.4%
95	15932	2.2%
94	13379	1.8%
93	11860	1.6%
1	11107	1.5%
Other values (91)	337586	45.8%

Value	Count	Frequency (%)
0	112767	15.3%
1	11107	1.5%
2	8411	1.1%
3	6649	0.9%
4	5577	0.8%
5	5216	0.7%
6	4784	0.6%
7	4382	0.6%
8	4132	0.6%
9	3933	0.5%

Value	Count	Frequency (%)
100	117952	16.0%
99	42477	5.8%
98	32791	4.5%
97	22448	3.0%
96	18021	2.4%
95	15932	2.2%
94	13379	1.8%
93	11860	1.6%
92	10934	1.5%
91	9460	1.3%

et0_fao_evapotranspiration
Real number (ℝ)

High correlation Zeros

Distinct	520866
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17008995

Minimum	0
Maximum	0.9187237
Zeros	210318
Zeros (%)	28.6%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.044390524
Q3	0.32317622
95-th percentile	0.60751362
Maximum	0.9187237
Range	0.9187237
Interquartile range (IQR)	0.32317622

Descriptive statistics

Standard deviation	0.21602552
Coefficient of variation (CV)	1.2700664
Kurtosis	-0.22482834
Mean	0.17008995
Median Absolute Deviation (MAD)	0.044390524
Skewness	1.0616543
Sum	125240.63
Variance	0.046667027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	210318	28.6%
0.00013054344	4	< 0.1%
0.0033893115	4	< 0.1%
0.0025680065	4	< 0.1%
0.0068962327	4	< 0.1%
0.0041617225	4	< 0.1%
0.0003032468	3	< 0.1%
0.45549965	3	< 0.1%
0.0050967913	3	< 0.1%
0.25960368	3	< 0.1%
Other values (520856)	525970	71.4%

Value	Count	Frequency (%)
0	210318	28.6%
1.1295618 × 10^-8	1	< 0.1%
8.699023 × 10^-8	1	< 0.1%
1.2954075 × 10^-7	1	< 0.1%
1.6986579 × 10^-7	1	< 0.1%
2.884512 × 10^-7	1	< 0.1%
7.127257 × 10^-7	1	< 0.1%
7.7077226 × 10^-7	1	< 0.1%
7.7622667 × 10^-7	1	< 0.1%
7.763363 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
0.9187237	1	< 0.1%
0.90552783	1	< 0.1%
0.9022963	1	< 0.1%
0.9003168	1	< 0.1%
0.89965916	1	< 0.1%
0.8951969	1	< 0.1%
0.89507776	1	< 0.1%
0.88882905	1	< 0.1%
0.88837147	1	< 0.1%
0.88778406	1	< 0.1%

vapour_pressure_deficit
Real number (ℝ)

High correlation

Distinct	110491
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.82373826

Minimum	0
Maximum	5.4103785
Zeros	155
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0.08219576
Q1	0.24545717
median	0.57911825
Q3	1.169846
95-th percentile	2.4879063
Maximum	5.4103785
Range	5.4103785
Interquartile range (IQR)	0.92438883

Descriptive statistics

Standard deviation	0.75979135
Coefficient of variation (CV)	0.92236988
Kurtosis	1.9078805
Mean	0.82373826
Median Absolute Deviation (MAD)	0.39079261
Skewness	1.4548276
Sum	606534.95
Variance	0.5772829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.15184045	257	< 0.1%
0.13538432	253	< 0.1%
0.11610961	253	< 0.1%
0.12619328	251	< 0.1%
0.107037544	245	< 0.1%
0.17239165	239	< 0.1%
0.13467836	238	< 0.1%
0.1427207	237	< 0.1%
0.12455225	237	< 0.1%
0.1807568	236	< 0.1%
Other values (110481)	733874	99.7%

Value	Count	Frequency (%)
0	155	< 0.1%
0.006156683	1	< 0.1%
0.0063648224	1	< 0.1%
0.0063996315	1	< 0.1%
0.006488085	1	< 0.1%
0.0065603256	3	< 0.1%
0.0065965652	1	< 0.1%
0.0066144466	2	< 0.1%
0.0066878796	1	< 0.1%
0.0067055225	1	< 0.1%

Value	Count	Frequency (%)
5.4103785	1	< 0.1%
5.340521	1	< 0.1%
5.1115503	1	< 0.1%
5.0941553	1	< 0.1%
5.0177555	1	< 0.1%
5.003706	1	< 0.1%
4.989396	1	< 0.1%
4.9131985	1	< 0.1%
4.9062595	1	< 0.1%
4.9046316	1	< 0.1%

wind_speed_10m
Real number (ℝ)

High correlation

Distinct	2027
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6666869

Minimum	0
Maximum	39.9097
Zeros	325
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2.1897945
Q1	4.6800003
median	6.924738
Q3	10.233123
95-th percentile	15.072783
Maximum	39.9097
Range	39.9097
Interquartile range (IQR)	5.5531227

Descriptive statistics

Standard deviation	3.9940161
Coefficient of variation (CV)	0.52095724
Kurtosis	0.21936078
Mean	7.6666869
Median Absolute Deviation (MAD)	2.604738
Skewness	0.70366184
Sum	5645134.9
Variance	15.952165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3349743	6239	0.8%
4.1046314	6154	0.8%
4.0249224	6095	0.8%
3.319036	5816	0.8%
5.3517847	5502	0.7%
6.489992	5421	0.7%
2.9024127	5417	0.7%
5.8603754	4645	0.6%
5.8048253	4564	0.6%
3.6	4460	0.6%
Other values (2017)	682007	92.6%

Value	Count	Frequency (%)
0	325	< 0.1%
0.35999998	1181	0.2%
0.40249225	1	< 0.1%
0.5091169	1123	0.2%
0.71999997	1235	0.2%
0.742159	1	< 0.1%
0.8049845	2449	0.3%
0.9	1	< 0.1%
0.9178235	2	< 0.1%
1.0182338	1165	0.2%

Value	Count	Frequency (%)
39.9097	1	< 0.1%
38.479603	1	< 0.1%
36.58918	1	< 0.1%
33.971867	1	< 0.1%
33.667217	1	< 0.1%
33.651817	1	< 0.1%
32.862694	1	< 0.1%
31.569351	1	< 0.1%
31.259941	1	< 0.1%
31.072817	1	< 0.1%

wind_speed_100m
Real number (ℝ)

High correlation

Distinct	3624
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.894766

Minimum	0
Maximum	64.34338
Zeros	154
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0
5-th percentile	3.396233
Q1	8.049845
median	12.481153
Q3	17.31746
95-th percentile	23.675304
Maximum	64.34338
Range	64.34338
Interquartile range (IQR)	9.267615

Descriptive statistics

Standard deviation	6.2699725
Coefficient of variation (CV)	0.48624166
Kurtosis	-0.34978111
Mean	12.894766
Median Absolute Deviation (MAD)	4.5951445
Skewness	0.33452024
Sum	9494674.1
Variance	39.312555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.489992	2678	0.4%
7.42159	2590	0.4%
9.178235	2287	0.3%
2.9024127	2054	0.3%
4.0249224	2003	0.3%
4.3349743	1979	0.3%
10.495713	1968	0.3%
5.3517847	1959	0.3%
3.319036	1959	0.3%
10.948973	1957	0.3%
Other values (3614)	714886	97.1%

Value	Count	Frequency (%)
0	154	< 0.1%
0.25455844	1	< 0.1%
0.35999998	544	0.1%
0.5091169	508	0.1%
0.54	1	< 0.1%
0.71999997	564	0.1%
0.8049845	1058	0.1%
0.9	3	< 0.1%
0.9178235	1	< 0.1%
0.9693296	1	< 0.1%

Value	Count	Frequency (%)
64.34338	1	< 0.1%
62.54164	1	< 0.1%
58.904846	1	< 0.1%
56.088413	1	< 0.1%
51.675987	1	< 0.1%
50.921867	1	< 0.1%
50.636017	1	< 0.1%
49.644768	1	< 0.1%
49.426308	2	< 0.1%
48.824814	1	< 0.1%

wind_direction_10m
Real number (ℝ)

High correlation

Distinct	6159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.86935

Minimum	0.95482427
Maximum	360
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0.95482427
5-th percentile	33.6901
Q1	125.3113
median	172.87508
Q3	243.43501
95-th percentile	337.3801
Maximum	360
Range	359.04518
Interquartile range (IQR)	118.12372

Descriptive statistics

Standard deviation	85.49334
Coefficient of variation (CV)	0.4675105
Kurtosis	-0.58577054
Mean	182.86935
Median Absolute Deviation (MAD)	59.89001
Skewness	0.078497442
Sum	1.3465036 × 10⁸
Variance	7309.1112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135.0001	10394	1.4%
180	8837	1.2%
224.9999	8016	1.1%
360	7221	1.0%
90	6382	0.9%
270	6319	0.9%
153.43501	5640	0.8%
243.43501	5019	0.7%
116.56499	4732	0.6%
206.56499	3938	0.5%
Other values (6149)	669822	91.0%

Value	Count	Frequency (%)
0.95482427	2	< 0.1%
1.0416087	1	< 0.1%
1.0809096	2	< 0.1%
1.101687	3	< 0.1%
1.1232841	2	< 0.1%
1.1457417	2	< 0.1%
1.1691146	4	< 0.1%
1.218852	6	< 0.1%
1.2453395	4	< 0.1%
1.2730018	5	< 0.1%

Value	Count	Frequency (%)
360	7221	1.0%
359.10486	1	< 0.1%
359.07596	1	< 0.1%
359.029	1	< 0.1%
359.01227	1	< 0.1%
358.93912	1	< 0.1%
358.9191	1	< 0.1%
358.89832	1	< 0.1%
358.8767	2	< 0.1%
358.85425	2	< 0.1%

wind_direction_100m
Real number (ℝ)

High correlation

Distinct	12046
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.58012

Minimum	0.6160469
Maximum	360
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0.6160469
5-th percentile	31.865936
Q1	120.78408
median	169.6952
Q3	242.10283
95-th percentile	331.69934
Maximum	360
Range	359.38395
Interquartile range (IQR)	121.31875

Descriptive statistics

Standard deviation	84.483323
Coefficient of variation (CV)	0.4704492
Kurtosis	-0.61287809
Mean	179.58012
Median Absolute Deviation (MAD)	62.102686
Skewness	0.05821016
Sum	1.3222843 × 10⁸
Variance	7137.4319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135.0001	5866	0.8%
224.9999	4951	0.7%
180	4593	0.6%
90	4522	0.6%
360	4406	0.6%
270	4148	0.6%
243.43501	3532	0.5%
116.56499	3464	0.5%
153.43501	3076	0.4%
44.999897	2339	0.3%
Other values (12036)	695423	94.4%

Value	Count	Frequency (%)
0.6160469	1	< 0.1%
0.6510448	1	< 0.1%
0.69026375	1	< 0.1%
0.7073119	1	< 0.1%
0.71615016	2	< 0.1%
0.725207	4	< 0.1%
0.7345097	1	< 0.1%
0.74404466	2	< 0.1%
0.75383914	4	< 0.1%
0.76387954	2	< 0.1%

Value	Count	Frequency (%)
360	4406	0.6%
359.4032	1	< 0.1%
359.3905	1	< 0.1%
359.38394	1	< 0.1%
359.36343	1	< 0.1%
359.34897	1	< 0.1%
359.34146	1	< 0.1%
359.326	4	< 0.1%
359.31793	1	< 0.1%
359.30972	3	< 0.1%

wind_gusts_10m
Real number (ℝ)

High correlation

Distinct	189
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.618041

Minimum	0.71999997
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0.71999997
5-th percentile	5.7599998
Q1	10.440001
median	16.56
Q3	23.039999
95-th percentile	33.839996
Maximum	72
Range	71.28
Interquartile range (IQR)	12.599998

Descriptive statistics

Standard deviation	8.9106733
Coefficient of variation (CV)	0.50576981
Kurtosis	0.49296583
Mean	17.618041
Median Absolute Deviation (MAD)	6.479999
Skewness	0.75039579
Sum	12972516
Variance	79.400099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.92	12632	1.7%
7.5599995	12462	1.7%
8.28	12442	1.7%
8.64	12422	1.7%
9	12366	1.7%
7.2	11953	1.6%
9.36	11693	1.6%
6.8399997	11445	1.6%
9.72	11434	1.6%
16.919998	11298	1.5%
Other values (179)	616173	83.7%

Value	Count	Frequency (%)
0.71999997	3	< 0.1%
1.08	25	< 0.1%
1.4399999	50	< 0.1%
1.8	124	< 0.1%
2.16	268	< 0.1%
2.52	579	0.1%
2.8799999	1036	0.1%
3.2399998	1547	0.2%
3.6	2404	0.3%
3.96	3259	0.4%

Value	Count	Frequency (%)
72	1	< 0.1%
70.92	1	< 0.1%
69.479996	2	< 0.1%
69.12	1	< 0.1%
68.4	1	< 0.1%
66.96	2	< 0.1%
66.6	2	< 0.1%
66.24	5	< 0.1%
65.88	5	< 0.1%
65.520004	1	< 0.1%

soil_temperature_0_to_7cm
Real number (ℝ)

High correlation

Distinct	1575
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.476658

Minimum	17.674002
Maximum	51.310997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	17.674002
5-th percentile	24.582499
Q1	26.324001
median	28.261
Q3	31.524
95-th percentile	39.274
Maximum	51.310997
Range	33.636995
Interquartile range (IQR)	5.199999

Descriptive statistics

Standard deviation	4.4489188
Coefficient of variation (CV)	0.15093023
Kurtosis	1.841187
Mean	29.476658
Median Absolute Deviation (MAD)	2.313001
Skewness	1.3365034
Sum	21704253
Variance	19.792878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.074001	4857	0.7%
26.224	4855	0.7%
26.124	4827	0.7%
26.024	4770	0.6%
26.424002	4764	0.6%
26.324001	4760	0.6%
26.174002	4723	0.6%
26.274	4689	0.6%
25.924002	4689	0.6%
26.474	4687	0.6%
Other values (1565)	688699	93.5%

Value	Count	Frequency (%)
17.674002	1	< 0.1%
17.774	1	< 0.1%
17.974	1	< 0.1%
18.024	2	< 0.1%
18.074001	1	< 0.1%
18.124	2	< 0.1%
18.174002	2	< 0.1%
18.224	2	< 0.1%
18.274	3	< 0.1%
18.324001	3	< 0.1%

Value	Count	Frequency (%)
51.310997	1	< 0.1%
51.111	1	< 0.1%
50.361	2	< 0.1%
50.211	1	< 0.1%
50.161	5	< 0.1%
50.111	1	< 0.1%
49.961	1	< 0.1%
49.911	1	< 0.1%
49.810997	1	< 0.1%
49.711	2	< 0.1%

soil_moisture_0_to_7cm
Real number (ℝ)

High correlation

Distinct	655
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33237613

Minimum	0.027
Maximum	0.522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.6 MiB

Quantile statistics

Minimum	0.027
5-th percentile	0.111
Q1	0.154
median	0.415
Q3	0.463
95-th percentile	0.49
Maximum	0.522
Range	0.495
Interquartile range (IQR)	0.309

Descriptive statistics

Standard deviation	0.15116388
Coefficient of variation (CV)	0.45479765
Kurtosis	-1.4014845
Mean	0.33237613
Median Absolute Deviation (MAD)	0.068
Skewness	-0.5184185
Sum	244735.19
Variance	0.022850519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.112	13606	1.8%
0.111	13268	1.8%
0.113	11513	1.6%
0.114	9673	1.3%
0.115	9005	1.2%
0.116	7993	1.1%
0.117	6924	0.9%
0.467	6811	0.9%
0.469	6810	0.9%
0.465	6740	0.9%
Other values (645)	643977	87.5%

Value	Count	Frequency (%)
0.027	14	< 0.1%
0.028	8	< 0.1%
0.029	22	< 0.1%
0.03	16	< 0.1%
0.031	3	< 0.1%
0.032	20	< 0.1%
0.033	27	< 0.1%
0.033999987	4	< 0.1%
0.034	89	< 0.1%
0.034999985	13	< 0.1%

Value	Count	Frequency (%)
0.522	1	< 0.1%
0.521	2	< 0.1%
0.52	312	< 0.1%
0.519	126	< 0.1%
0.518	173	< 0.1%
0.517	227	< 0.1%
0.516	263	< 0.1%
0.515	268	< 0.1%
0.514	302	< 0.1%
0.513	326	< 0.1%

Interactions

Correlations

	cloud_cover	cloud_cover_high	cloud_cover_low	cloud_cover_mid	dew_point_2m	et0_fao_evapotranspiration	precipitation	pressure_msl	rain	relative_humidity_2m	soil_moisture_0_to_7cm	soil_temperature_0_to_7cm	surface_pressure	temperature_2m	vapour_pressure_deficit	weather_code	wind_direction_100m	wind_direction_10m	wind_gusts_10m	wind_speed_100m	wind_speed_10m
cloud_cover	1.000	0.599	0.693	0.653	0.323	0.071	0.508	-0.316	0.508	0.162	0.505	-0.030	-0.316	0.045	-0.127	0.844	0.298	0.276	0.086	-0.129	-0.045
cloud_cover_high	0.599	1.000	0.123	0.233	0.328	-0.146	0.293	-0.313	0.293	0.270	0.456	-0.174	-0.315	-0.114	-0.251	0.513	0.264	0.246	-0.034	0.029	-0.012
cloud_cover_low	0.693	0.123	1.000	0.314	0.291	0.200	0.383	-0.206	0.383	0.065	0.348	0.082	-0.205	0.146	-0.024	0.604	0.209	0.188	0.112	-0.223	-0.072
cloud_cover_mid	0.653	0.233	0.314	1.000	0.151	0.101	0.438	-0.265	0.438	-0.024	0.314	0.111	-0.264	0.157	0.050	0.602	0.159	0.139	0.132	-0.016	0.034
dew_point_2m	0.323	0.328	0.291	0.151	1.000	-0.166	0.321	-0.457	0.321	0.444	0.604	-0.009	-0.457	0.091	-0.360	0.369	0.329	0.268	-0.084	-0.057	-0.087
et0_fao_evapotranspiration	0.071	-0.146	0.200	0.101	-0.166	1.000	0.178	-0.033	0.178	-0.830	-0.199	0.768	-0.024	0.813	0.856	0.150	-0.015	-0.032	0.729	-0.004	0.348
precipitation	0.508	0.293	0.383	0.438	0.321	0.178	1.000	-0.317	1.000	0.023	0.419	0.134	-0.316	0.150	0.012	0.802	0.204	0.180	0.249	0.017	0.106
pressure_msl	-0.316	-0.313	-0.206	-0.265	-0.457	-0.033	-0.317	1.000	-0.317	-0.099	-0.404	-0.145	1.000	-0.221	0.043	-0.353	-0.349	-0.284	-0.186	-0.208	-0.205
rain	0.508	0.293	0.383	0.438	0.321	0.178	1.000	-0.317	1.000	0.023	0.419	0.134	-0.316	0.150	0.012	0.802	0.204	0.180	0.249	0.017	0.106
relative_humidity_2m	0.162	0.270	0.065	-0.024	0.444	-0.830	0.023	-0.099	0.023	1.000	0.511	-0.798	-0.109	-0.786	-0.994	0.094	0.183	0.176	-0.626	-0.095	-0.352
soil_moisture_0_to_7cm	0.505	0.456	0.348	0.314	0.604	-0.199	0.419	-0.404	0.419	0.511	1.000	-0.310	-0.408	-0.180	-0.466	0.516	0.418	0.377	-0.116	-0.072	-0.113
soil_temperature_0_to_7cm	-0.030	-0.174	0.082	0.111	-0.009	0.768	0.134	-0.145	0.134	-0.798	-0.310	1.000	-0.134	0.942	0.846	0.070	-0.073	-0.115	0.574	0.003	0.266
surface_pressure	-0.316	-0.315	-0.205	-0.264	-0.457	-0.024	-0.316	1.000	-0.316	-0.109	-0.408	-0.134	1.000	-0.210	0.054	-0.353	-0.350	-0.285	-0.179	-0.208	-0.202
temperature_2m	0.045	-0.114	0.146	0.157	0.091	0.813	0.150	-0.221	0.150	-0.786	-0.180	0.942	-0.210	1.000	0.846	0.128	0.003	-0.045	0.610	0.002	0.286
vapour_pressure_deficit	-0.127	-0.251	-0.024	0.050	-0.360	0.856	0.012	0.043	0.012	-0.994	-0.466	0.846	0.054	0.846	1.000	-0.053	-0.154	-0.156	0.648	0.085	0.355
weather_code	0.844	0.513	0.604	0.602	0.369	0.150	0.802	-0.353	0.802	0.094	0.516	0.070	-0.353	0.128	-0.053	1.000	0.286	0.260	0.170	-0.093	0.011
wind_direction_100m	0.298	0.264	0.209	0.159	0.329	-0.015	0.204	-0.349	0.204	0.183	0.418	-0.073	-0.350	0.003	-0.154	0.286	1.000	0.882	0.049	0.044	0.048
wind_direction_10m	0.276	0.246	0.188	0.139	0.268	-0.032	0.180	-0.284	0.180	0.176	0.377	-0.115	-0.285	-0.045	-0.156	0.260	0.882	1.000	0.021	0.022	0.024
wind_gusts_10m	0.086	-0.034	0.112	0.132	-0.084	0.729	0.249	-0.186	0.249	-0.626	-0.116	0.574	-0.179	0.610	0.648	0.170	0.049	0.021	1.000	0.536	0.778
wind_speed_100m	-0.129	0.029	-0.223	-0.016	-0.057	-0.004	0.017	-0.208	0.017	-0.095	-0.072	0.003	-0.208	0.002	0.085	-0.093	0.044	0.022	0.536	1.000	0.892
wind_speed_10m	-0.045	-0.012	-0.072	0.034	-0.087	0.348	0.106	-0.205	0.106	-0.352	-0.113	0.266	-0.202	0.286	0.355	0.011	0.048	0.024	0.778	0.892	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	date	temperature_2m	relative_humidity_2m	dew_point_2m	precipitation	rain	weather_code	pressure_msl	surface_pressure	cloud_cover	cloud_cover_low	cloud_cover_mid	cloud_cover_high	et0_fao_evapotranspiration	vapour_pressure_deficit	wind_speed_10m	wind_speed_100m	wind_direction_10m	wind_direction_100m	wind_gusts_10m	soil_temperature_0_to_7cm	soil_moisture_0_to_7cm
0	1940-10-24 00:00:00+00:00	24.832499	93.337585	23.682499	0.0	0.0	1.0	1014.0	1013.30270	37.500000	36.0	7.0	3.0	0.056922	0.208786	2.276840	2.902413	341.564940	330.255220	9.000000	25.532500	0.445
1	1940-10-24 01:00:00+00:00	26.132500	85.623090	23.532500	0.1	0.1	51.0	1014.5	1013.80540	54.000004	38.0	9.0	48.0	0.200267	0.486653	2.189795	2.545584	350.537750	351.870000	11.159999	26.432499	0.445
2	1940-10-24 02:00:00+00:00	27.382500	78.359764	23.282500	0.1	0.1	51.0	1015.0	1014.30800	57.600000	32.0	6.0	84.0	0.320381	0.788332	2.595997	2.902413	33.690100	29.744795	10.080000	27.432499	0.444
3	1940-10-24 03:00:00+00:00	28.532500	72.395570	23.082499	0.2	0.2	51.0	1014.4	1013.71100	69.300000	38.0	18.0	81.0	0.449920	1.075236	2.305125	2.811690	51.340170	39.805527	11.520000	28.582499	0.443
4	1940-10-24 04:00:00+00:00	29.282500	69.317970	23.082499	0.3	0.3	51.0	1013.2	1012.51373	62.100002	30.0	38.0	41.0	0.568134	1.248052	2.160000	2.545584	90.000000	81.869990	13.320000	29.632500	0.442
5	1940-10-24 05:00:00+00:00	29.832499	67.562000	23.182499	0.3	0.3	51.0	1012.0	1011.31573	48.000000	29.0	28.0	17.0	0.608909	1.361871	2.595997	3.096837	123.690094	125.537766	14.400000	30.482500	0.441
6	1940-10-24 06:00:00+00:00	29.732500	69.612200	23.582499	0.1	0.1	51.0	1011.1	1010.41595	37.500000	26.0	23.0	1.0	0.474513	1.268441	3.096837	3.893995	144.462230	146.309900	13.679999	30.782500	0.439
7	1940-10-24 07:00:00+00:00	29.982500	70.925766	24.132500	0.1	0.1	51.0	1010.5	1009.81710	52.500000	31.0	41.0	0.0	0.540336	1.231077	2.968636	3.758510	165.963730	163.300670	14.400000	31.082499	0.437
8	1940-10-24 08:00:00+00:00	30.032500	71.790310	24.382500	0.0	0.0	1.0	1009.9	1009.21750	44.400000	32.0	26.0	0.0	0.387247	1.197867	3.617955	4.334974	185.710500	184.763550	12.599999	31.282500	0.436
9	1940-10-24 09:00:00+00:00	29.332499	74.520100	24.332499	0.4	0.4	51.0	1009.3	1008.61633	55.800003	30.0	48.0	0.0	0.241899	1.039304	4.802999	5.860375	167.005390	169.380400	10.440001	30.882500	0.436

	date	temperature_2m	relative_humidity_2m	dew_point_2m	precipitation	rain	weather_code	pressure_msl	surface_pressure	cloud_cover	cloud_cover_low	cloud_cover_mid	cloud_cover_high	et0_fao_evapotranspiration	vapour_pressure_deficit	wind_speed_10m	wind_speed_100m	wind_direction_10m	wind_direction_100m	wind_gusts_10m	soil_temperature_0_to_7cm	soil_moisture_0_to_7cm
736310	2024-10-22 14:00:00+00:00	25.411001	90.059290	23.661001	2.1	2.1	61.0	1010.6	1009.90656	71.100000	37.0	13.0	100.0	0.000661	0.322424	8.117980	14.383114	356.186000	351.362950	18.359999	27.361000	0.514
736311	2024-10-22 15:00:00+00:00	25.211000	92.518320	23.911001	1.6	1.6	61.0	1010.6	1009.90594	100.000000	54.0	100.0	100.0	0.000000	0.239795	4.202143	7.973005	43.264330	28.300660	12.959999	26.861000	0.501
736312	2024-10-22 16:00:00+00:00	25.061000	94.193596	24.061000	0.7	0.7	53.0	1010.2	1009.50586	90.000010	0.0	100.0	100.0	0.000000	0.184446	4.913044	10.315115	28.442837	29.248732	8.640000	26.561000	0.508
736313	2024-10-22 17:00:00+00:00	24.861000	95.038055	24.011000	0.3	0.3	51.0	1010.0	1009.30566	97.200005	8.0	100.0	100.0	0.000000	0.155756	3.476377	5.441838	291.250580	325.784240	7.559999	26.361000	0.508
736314	2024-10-22 18:00:00+00:00	24.661001	96.759360	24.111000	0.0	0.0	3.0	1009.3	1008.60550	100.000000	19.0	99.0	100.0	0.000000	0.100517	5.040000	8.139901	270.000000	288.034360	7.559999	26.161001	0.506
736315	2024-10-22 19:00:00+00:00	24.461000	98.218200	24.161001	0.0	0.0	3.0	1008.5	1007.80585	100.000000	19.0	100.0	100.0	0.000000	0.054611	4.532284	8.863972	276.842680	293.962500	8.280000	26.011000	0.504
736316	2024-10-22 20:00:00+00:00	24.311000	98.511550	24.061000	0.1	0.1	51.0	1008.2	1007.50570	90.900010	1.0	100.0	100.0	0.000000	0.045213	4.349896	9.734988	294.443940	303.690100	7.559999	25.911001	0.503
736317	2024-10-22 21:00:00+00:00	24.361000	98.216870	24.061000	0.0	0.0	3.0	1008.1	1007.40570	90.900010	1.0	100.0	100.0	0.000000	0.054327	4.503598	10.239453	357.709440	349.875400	6.840000	25.811000	0.502
736318	2024-10-22 22:00:00+00:00	24.311000	98.216190	24.011000	0.0	0.0	3.0	1008.2	1007.50570	90.000010	0.0	100.0	100.0	0.000000	0.054186	6.279395	14.677451	332.700500	336.893650	9.720000	25.711000	0.500
736319	2024-10-22 23:00:00+00:00	24.361000	97.922386	24.011000	0.0	0.0	1.0	1008.8	1008.10520	40.800003	0.0	18.0	100.0	0.013986	0.063299	6.660000	15.710607	341.075260	341.980130	9.720000	25.661001	0.499

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample